INTRODUCTION

The increasing volume of unsolicited bulk e-mail (also known as spam) has generated the need for reliable anti-spam filters. Machine learning techniques now a days are used to automatically filter the spam e-mail at very successful rates.

In this project, we will attempt to build a spam detection engine which meets current industry standards. So our model should be able to classify a given e-mail as either spam or not with a considerably high level of accuracy. We will be downloading data from the University of Campinas, Brazil website for our spam analysis.

   

Note: In order to run this demo, the following R packages must be installed in your R environment:

# Clean the environment
rm(list = ls())
library(magrittr)
## Warning: package 'magrittr' was built under R version 3.3.3

1. Download, Read and Transform Raw Data

The movie taglines are stored in a flat txt file. It is not a tabular data structure, so we cannot use read methods such as read.csv() to directly read in the raw data. In this case, we need to read all lines into a character vector. Then we can further extract information from this charactor vector to create a data frame.

# We will download the txt file using download.file()
# and unzip it and read it line by line.
# This file is unstructured so we can't use read.csv
# Read the text file line by line

temp <- tempfile()
URL <- "http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/smsspamcollection.zip"
download.file(URL, temp) #destfile = "./spam.zip", method="curl")
unz(temp, "SMSSpamCollection.txt")
##                                                                                   description 
## "C:\\Users\\Godfred\\AppData\\Local\\Temp\\RtmpgtIof6\\file310846ed83f:SMSSpamCollection.txt" 
##                                                                                         class 
##                                                                                         "unz" 
##                                                                                          mode 
##                                                                                           "r" 
##                                                                                          text 
##                                                                                        "text" 
##                                                                                        opened 
##                                                                                      "closed" 
##                                                                                      can read 
##                                                                                         "yes" 
##                                                                                     can write 
##                                                                                         "yes"
con <- file("SMSSpamCollection.txt",open="r")
line <- readLines(con)
close(con)

unlink(temp)
# Show the structure of line
str(line)
##  chr [1:5574] "ham\tGo until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat..." ...

Show the first 20 lines of the character vector.

head(line, 20)
##  [1] "ham\tGo until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat..."                                                                                     
##  [2] "ham\tOk lar... Joking wif u oni..."                                                                                                                                                                       
##  [3] "spam\tFree entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's"                                        
##  [4] "ham\tU dun say so early hor... U c already then say..."                                                                                                                                                   
##  [5] "ham\tNah I don't think he goes to usf, he lives around here though"                                                                                                                                       
##  [6] "spam\tFreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv"                                               
##  [7] "ham\tEven my brother is not like to speak with me. They treat me like aids patent."                                                                                                                       
##  [8] "ham\tAs per your request 'Melle Melle (Oru Minnaminunginte Nurungu Vettam)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune"                                    
##  [9] "spam\tWINNER!! As a valued network customer you have been selected to receivea £900 prize reward! To claim call 09061701461. Claim code KL341. Valid 12 hours only."                                     
## [10] "spam\tHad your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030"                                         
## [11] "ham\tI'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today."                                                                                       
## [12] "spam\tSIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info"                                                           
## [13] "spam\tURGENT! You have won a 1 week FREE membership in our £100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18"                                       
## [14] "ham\tI've been searching for the right words to thank you for this breather. I promise i wont take your help for granted and will fulfil my promise. You have been wonderful and a blessing at all times."
## [15] "ham\tI HAVE A DATE ON SUNDAY WITH WILL!!"                                                                                                                                                                 
## [16] "spam\tXXXMobileMovieClub: To use your credit, click the WAP link in the next txt message or click here>> http://wap. xxxmobilemovieclub.com?n=QJKGIGHJJGCBL"                                              
## [17] "ham\tOh k...i'm watching here:)"                                                                                                                                                                          
## [18] "ham\tEh u remember how 2 spell his name... Yes i did. He v naughty make until i v wet."                                                                                                                   
## [19] "ham\tFine if thatÂ<U+0092>s the way u feel. ThatÂ<U+0092>s the way its gota b"                                                                                                                                          
## [20] "spam\tEngland v Macedonia - dont miss the goals/team news. Txt ur national team to 87077 eg ENGLAND to 87077 Try:WALES, SCOTLAND 4txt/ú1.20 POBOXox36504W45WQ 16+"
# Remove all white space using trimws
line <- line[trimws(line)!=""]

head(line, 20)
##  [1] "ham\tGo until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat..."                                                                                     
##  [2] "ham\tOk lar... Joking wif u oni..."                                                                                                                                                                       
##  [3] "spam\tFree entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's"                                        
##  [4] "ham\tU dun say so early hor... U c already then say..."                                                                                                                                                   
##  [5] "ham\tNah I don't think he goes to usf, he lives around here though"                                                                                                                                       
##  [6] "spam\tFreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv"                                               
##  [7] "ham\tEven my brother is not like to speak with me. They treat me like aids patent."                                                                                                                       
##  [8] "ham\tAs per your request 'Melle Melle (Oru Minnaminunginte Nurungu Vettam)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune"                                    
##  [9] "spam\tWINNER!! As a valued network customer you have been selected to receivea £900 prize reward! To claim call 09061701461. Claim code KL341. Valid 12 hours only."                                     
## [10] "spam\tHad your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030"                                         
## [11] "ham\tI'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today."                                                                                       
## [12] "spam\tSIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info"                                                           
## [13] "spam\tURGENT! You have won a 1 week FREE membership in our £100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18"                                       
## [14] "ham\tI've been searching for the right words to thank you for this breather. I promise i wont take your help for granted and will fulfil my promise. You have been wonderful and a blessing at all times."
## [15] "ham\tI HAVE A DATE ON SUNDAY WITH WILL!!"                                                                                                                                                                 
## [16] "spam\tXXXMobileMovieClub: To use your credit, click the WAP link in the next txt message or click here>> http://wap. xxxmobilemovieclub.com?n=QJKGIGHJJGCBL"                                              
## [17] "ham\tOh k...i'm watching here:)"                                                                                                                                                                          
## [18] "ham\tEh u remember how 2 spell his name... Yes i did. He v naughty make until i v wet."                                                                                                                   
## [19] "ham\tFine if thatÂ<U+0092>s the way u feel. ThatÂ<U+0092>s the way its gota b"                                                                                                                                          
## [20] "spam\tEngland v Macedonia - dont miss the goals/team news. Txt ur national team to 87077 eg ENGLAND to 87077 Try:WALES, SCOTLAND 4txt/ú1.20 POBOXox36504W45WQ 16+"

Now, let’s extract important information from the character vector and construct a data frame to represent the dataset.

First, we can use grep() with regular expression to extract the index of all documents. Each document starts with either “ham’ or”spam“. (Note:”^" means starting )

ID <- grep("^(ham|spam)", line, value = FALSE)
# value = FALSE returns index numbers, rather than actual cell values
# Create a data frame
df <- data.frame(ID)
head(df)
##   ID
## 1  1
## 2  2
## 3  3
## 4  4
## 5  5
## 6  6
# Extract Class and store them in the data frame
df$full_text <- grep("{1,2}am", line, value = TRUE) #line[df$index]
head(df)
##   ID
## 1  1
## 2  2
## 3  3
## 4  4
## 5  5
## 6  6
##                                                                                                                                                          full_text
## 1                                              ham\tGo until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat...
## 2                                                                                                                                ham\tOk lar... Joking wif u oni...
## 3 spam\tFree entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's
## 4                                                                                                            ham\tU dun say so early hor... U c already then say...
## 5                                                                                                ham\tNah I don't think he goes to usf, he lives around here though
## 6        spam\tFreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv
# load the stringr package and create a column for the text
library(stringr)
df$Text <- gsub("^[a-z]{1,4}.\\t", "", df$full_text)
# Add a column in the data frame to store tagline text
df$Class <- str_extract(df$full_text, "[a-z]{1,4}")
head(df)
##   ID
## 1  1
## 2  2
## 3  3
## 4  4
## 5  5
## 6  6
##                                                                                                                                                          full_text
## 1                                              ham\tGo until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat...
## 2                                                                                                                                ham\tOk lar... Joking wif u oni...
## 3 spam\tFree entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's
## 4                                                                                                            ham\tU dun say so early hor... U c already then say...
## 5                                                                                                ham\tNah I don't think he goes to usf, he lives around here though
## 6        spam\tFreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv
##                                                                                                                                                          Text
## 1                                             Go until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat...
## 2                                                                                                                               Ok lar... Joking wif u oni...
## 3 Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's
## 4                                                                                                           U dun say so early hor... U c already then say...
## 5                                                                                               Nah I don't think he goes to usf, he lives around here though
## 6        FreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv
##   Class
## 1   ham
## 2   ham
## 3  spam
## 4   ham
## 5   ham
## 6  spam
# Now, remove the full_text column

df <- subset(df, select = -full_text)
# Check the tail of the data frame
tail(df)
##        ID
## 5569 5569
## 5570 5570
## 5571 5571
## 5572 5572
## 5573 5573
## 5574 5574
##                                                                                                                                                                   Text
## 5569               REMINDER FROM O2: To get 2.50 pounds free call credit and details of great offers pls reply 2 this text with your valid name, house no and postcode
## 5570 This is the 2nd time we have tried 2 contact u. U have won the £750 Pound prize. 2 claim is easy, call 087187272008 NOW1! Only 10p per minute. BT-national-rate.
## 5571                                                                                                                             Will ü b going to esplanade fr home?
## 5572                                                                                                         Pity, * was in mood for that. So...any other suggestions?
## 5573                                     The guy did some bitching but I acted like i'd be interested in buying something else next week and he gave it to us for free
## 5574                                                                                                                                        Rofl. Its true to its name
##      Class
## 5569  spam
## 5570  spam
## 5571   ham
## 5572   ham
## 5573   ham
## 5574   ham
# Remove the line object from the current environment
#rm(line)

Plot frequency of messages by category

# Load ggplot2 package
library(ggplot2)
ggplot(data = df, aes(x = Class)) +
  geom_bar(fill = "grey", colour = "black") +
  labs(x = "Class", y = "Number of Messages")

2. Text Analysis

2.1. Aggragate to Year Level

We choose to analyze movies released during a 40-year from 1974 through 2013.

The unit of analysis is at year level, thus we need to reate an aggregate tagline_text collection for each year of interest.

# Load dplyr package
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

2.2. Create Document Objects

# Load NLP and text mining (tm) packages
library(NLP)
## 
## Attaching package: 'NLP'
## The following object is masked from 'package:ggplot2':
## 
##     annotate
library(tm)
# Creating Corpus

SMS_Corpus <- Corpus(VectorSource(df$Text))

document.collection <- Corpus(VectorSource(df$Text))

2.3. Textual Data Transformation

library(SnowballC)
# strip whitspace from the documents in the collection
document.collection <- tm_map(document.collection, stripWhitespace)

# convert uppercase to lowercase in the document collection
document.collection <- tm_map(document.collection, content_transformer(tolower))

# remove numbers from the document collection
document.collection <- tm_map(document.collection, removeNumbers)

# remove punctuation from the document collection
document.collection <- tm_map(document.collection, removePunctuation)

# Convert to Plain Text Document
document.collection <- tm_map(document.collection, PlainTextDocument)

# using a standard list, remove English stopwords from the document collection
document.collection <- tm_map(document.collection,removeWords, stopwords("english"))

# Stem
document.collection <- tm_map(document.collection, stemDocument, language = "english")  

inspect(document.collection)
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 5574
## 
## [[1]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 80
## 
## [[2]]
## <<PlainTextDocument>>
## Metadata:  7
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2.4 Creating Word Cloud

# Create a word cloud to visualize term frequencies
library(wordcloud)
## Warning: package 'wordcloud' was built under R version 3.3.3
## Loading required package: RColorBrewer
library(RColorBrewer)

wordcloud(document.collection,
          max.words =200,
          random.order = FALSE,
          colors = brewer.pal(7, "Dark2")
          )

2.4. Quantify Textual Data

We use the bag of words approach. First, let’s create a terms-documents matrix to quantify the textual data.

# Create terms-documents matrix as stated in the Home work
tdm <- TermDocumentMatrix(document.collection)

Then we can remove sparse terms from the matrix.

examine.tdm <- removeSparseTerms(tdm, sparse = 0.90)
top.words <- Terms(examine.tdm)
print(top.words) 
## [1] "call"

There are no words with high sparsity (in this case, 55%)

# Inspect the term-document matrix
inspect(tdm[, 1:10])
## <<TermDocumentMatrix (terms: 6974, documents: 10)>>
## Non-/sparse entries: 102/69638
## Sparsity           : 100%
## Maximal term length: 40
## Weighting          : term frequency (tf)
## 
##                                           Docs
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# To use documents as rows and term features as columns, 
# we need to create documents-term-matrix
# Tokenizing the corpus...
dtm <- DocumentTermMatrix(document.collection)
# Create indices of spam and ham for word cloud visualization

spam_indices <- which(df$Class== "spam")
ham_indices <- which(df$Class== "ham")

spam_indices[1:3]
## [1] 3 6 9
ham_indices[1:3]
## [1] 1 2 4
wordcloud(document.collection[ham_indices],
          colors = brewer.pal(8, "Dark2"),
          min.freq=30)

wordcloud(document.collection[spam_indices],
          colors = brewer.pal(7, "Dark2"),
          min.freq=2)

It appears some of the most common words in the spam messages were ‘receive’, ‘free’, ‘win’, ‘prize’, ’won’etc.

2.5 Building a Spam Filter

2.5.1 Dividing the data into train and test sets

# Divide corpus into training and test data.
# Use 70% for training and 30% for testing

sms_raw_train <- df[1:3902,]
sms_raw_test <- df[3903:5574,]

# and the document-term-matrix and clean corpus
sms_dtm_train <- dtm[1:3902,]
sms_dtm_test <- dtm[3903:5574,]
sms_corpus_train <- document.collection[1:3902]
sms_corpus_test <- document.collection[3903:5574]
# Separate training data into ham and spam

ham <- subset(sms_raw_train, Class== "ham")
spam <- subset(sms_raw_train, Class== "spam")

To increase the predictive power of the classifier, we will only include frequently occuring words.

# Set word frequency to 6 or more.

freq_words <- findFreqTerms(sms_dtm_train, 6)
length(freq_words)
## [1] 961

Now, we will create document-term matrices using only the high frequency words

sms_train <- DocumentTermMatrix(sms_corpus_train, control=list(dictionary = freq_words))

sms_test <- DocumentTermMatrix(sms_corpus_test, control=list(dictionary = freq_words))

Convert count information to “Yes” and “No”

Naive Bayes classification needs present or absent info on each word in a message. We have counts of occurances. Convert the document-term matrices.

# Changing variables to binary classes
convert_counts <- function(x) {
  y <- ifelse(x > 0, 1,0)
  y <- factor(y, levels=c(0,1))
  y

}

# Convert document-term matrices
sms_trains<- apply(sms_train, 2, convert_counts)
sms_tests<- apply(sms_test, 2, convert_counts)
# Changing variables to binary classes for the raw data
#  where 1 <- ham and 0 <- spam

sms_raw_train$newClass <- ifelse(sms_raw_train$Class== "ham", 1,0)

sms_raw_test$newClass <- ifelse(sms_raw_test$Class== "ham", 1,0)

2.5.2 Naive Bayes Classifier

# We'll use a Naive Bayes classifier provided in the package e1071
library(e1071)
nb_classifier <- naiveBayes(sms_trains, factor(sms_raw_train$Class))
class(nb_classifier)
## [1] "naiveBayes"

Model Evaluation

We will evaluate the performance of the classifier on the test data using predict()

nb_test_pred <- predict(nb_classifier, newdata=sms_tests)

Generate the confusion matrix for the SMS_Naive_Bayes Classifier

# Show confusion matrix
table(nb_test_pred, sms_raw_test$Class)
##             
## nb_test_pred  ham spam
##         ham  1435   27
##         spam    9  201

Show all performance metrics

library(caret)
## Loading required package: lattice
conf.mat <- confusionMatrix(nb_test_pred, sms_raw_test$Class)
conf.mat$overall
##       Accuracy          Kappa  AccuracyLower  AccuracyUpper   AccuracyNull 
##   9.784689e-01   9.054441e-01   9.703155e-01   9.848754e-01   8.636364e-01 
## AccuracyPValue  McnemarPValue 
##   1.128530e-61   4.606532e-03
conf.mat
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  ham spam
##       ham  1435   27
##       spam    9  201
##                                           
##                Accuracy : 0.9785          
##                  95% CI : (0.9703, 0.9849)
##     No Information Rate : 0.8636          
##     P-Value [Acc > NIR] : < 2.2e-16       
##                                           
##                   Kappa : 0.9054          
##  Mcnemar's Test P-Value : 0.004607        
##                                           
##             Sensitivity : 0.9938          
##             Specificity : 0.8816          
##          Pos Pred Value : 0.9815          
##          Neg Pred Value : 0.9571          
##              Prevalence : 0.8636          
##          Detection Rate : 0.8583          
##    Detection Prevalence : 0.8744          
##       Balanced Accuracy : 0.9377          
##                                           
##        'Positive' Class : ham             
## 

Therefore, from the confusion matrix, our spam filter is able to correctly classify e-mails 97.8% of the time which is great.